Pandas Profiling Report

Dataset statistics

Number of variables	18
Number of observations	45211
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.2 MiB
Average record size in memory	144.0 B

Variable types

Numeric	8
Text	10

Alerts

`pdays` is highly overall correlated with `previous`	High correlation
`previous` is highly overall correlated with `pdays`	High correlation
`previous` is highly skewed (γ1 = 41.84645447)	Skewed
`Unnamed: 0` is uniformly distributed	Uniform
`Unnamed: 0` has unique values	Unique
`balance` has 3514 (7.8%) zeros	Zeros
`previous` has 36954 (81.7%) zeros	Zeros

Reproduction

Analysis started	2025-02-16 22:09:38.279678
Analysis finished	2025-02-16 22:09:40.353618
Duration	2.07 seconds
Software version	ydata-profiling vv4.12.2
Download configuration	config.json

Unnamed: 0
Real number (ℝ)

Uniform Unique

Distinct	45211
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22605

Minimum	0
Maximum	45210
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	353.3 KiB

Quantile statistics

Minimum	0
5-th percentile	2260.5
Q1	11302.5
median	22605
Q3	33907.5
95-th percentile	42949.5
Maximum	45210
Range	45210
Interquartile range (IQR)	22605

Descriptive statistics

Standard deviation	13051.436
Coefficient of variation (CV)	0.57736942
Kurtosis	-1.2
Mean	22605
Median Absolute Deviation (MAD)	11303
Skewness	0
Sum	1.0219947 × 10⁹
Variance	1.7033998 × 10⁸
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
30199	1	< 0.1%
30135	1	< 0.1%
30136	1	< 0.1%
30137	1	< 0.1%
30138	1	< 0.1%
30139	1	< 0.1%
30140	1	< 0.1%
30141	1	< 0.1%
30142	1	< 0.1%
Other values (45201)	45201	> 99.9%

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
45210	1	< 0.1%
45209	1	< 0.1%
45208	1	< 0.1%
45207	1	< 0.1%
45206	1	< 0.1%
45205	1	< 0.1%
45204	1	< 0.1%
45203	1	< 0.1%
45202	1	< 0.1%
45201	1	< 0.1%

age
Real number (ℝ)

Distinct	77
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.93621

Minimum	18
Maximum	95
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	353.3 KiB

Quantile statistics

Minimum	18
5-th percentile	27
Q1	33
median	39
Q3	48
95-th percentile	59
Maximum	95
Range	77
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	10.618762
Coefficient of variation (CV)	0.25939778
Kurtosis	0.31957038
Mean	40.93621
Median Absolute Deviation (MAD)	7
Skewness	0.68481793
Sum	1850767
Variance	112.75811
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32	2085	4.6%
31	1996	4.4%
33	1972	4.4%
34	1930	4.3%
35	1894	4.2%
36	1806	4.0%
30	1757	3.9%
37	1696	3.8%
39	1487	3.3%
38	1466	3.2%
Other values (67)	27122	60.0%

Value	Count	Frequency (%)
18	12	< 0.1%
19	35	0.1%
20	50	0.1%
21	79	0.2%
22	129	0.3%
23	202	0.4%
24	302	0.7%
25	527	1.2%
26	805	1.8%
27	909	2.0%

Value	Count	Frequency (%)
95	2	< 0.1%
94	1	< 0.1%
93	2	< 0.1%
92	2	< 0.1%
90	2	< 0.1%
89	3	< 0.1%
88	2	< 0.1%
87	4	< 0.1%
86	9	< 0.1%
85	5	< 0.1%

job
Text

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	353.3 KiB

Length

Max length	13
Median length	12
Mean length	9.4855456
Min length	6

Characters and Unicode

Total characters	428851
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	management
2nd row	technician
3rd row	entrepreneur
4th row	blue-collar
5th row	unknown

Value	Count	Frequency (%)
blue-collar	9732	21.5%
management	9458	20.9%
technician	7597	16.8%
admin	5171	11.4%
services	4154	9.2%
retired	2264	5.0%
self-employed	1579	3.5%
entrepreneur	1487	3.3%
unemployed	1303	2.9%
housemaid	1240	2.7%
Other values (2)	1226	2.7%

Most occurring characters

Value	Count	Frequency (%)
e	64550	15.1%
n	45360	10.6%
a	42656	9.9%
l	33657	7.8%
c	29080	6.8%
m	28209	6.6%
i	28023	6.5%
r	22875	5.3%
t	22682	5.3%
u	14988	3.5%
Other values (14)	96771	22.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	428851	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	64550	15.1%
n	45360	10.6%
a	42656	9.9%
l	33657	7.8%
c	29080	6.8%
m	28209	6.6%
i	28023	6.5%
r	22875	5.3%
t	22682	5.3%
u	14988	3.5%
Other values (14)	96771	22.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	428851	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	64550	15.1%
n	45360	10.6%
a	42656	9.9%
l	33657	7.8%
c	29080	6.8%
m	28209	6.6%
i	28023	6.5%
r	22875	5.3%
t	22682	5.3%
u	14988	3.5%
Other values (14)	96771	22.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	428851	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	64550	15.1%
n	45360	10.6%
a	42656	9.9%
l	33657	7.8%
c	29080	6.8%
m	28209	6.6%
i	28023	6.5%
r	22875	5.3%
t	22682	5.3%
u	14988	3.5%
Other values (14)	96771	22.6%

marital
Text

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	353.3 KiB

Length

Max length	8
Median length	7
Mean length	6.8322753
Min length	6

Characters and Unicode

Total characters	308894
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	married
2nd row	single
3rd row	married
4th row	married
5th row	single

Value	Count	Frequency (%)
married	27214	60.2%
single	12790	28.3%
divorced	5207	11.5%

Most occurring characters

Value	Count	Frequency (%)
r	59635	19.3%
i	45211	14.6%
e	45211	14.6%
d	37628	12.2%
m	27214	8.8%
a	27214	8.8%
s	12790	4.1%
n	12790	4.1%
g	12790	4.1%
l	12790	4.1%
Other values (3)	15621	5.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	308894	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
r	59635	19.3%
i	45211	14.6%
e	45211	14.6%
d	37628	12.2%
m	27214	8.8%
a	27214	8.8%
s	12790	4.1%
n	12790	4.1%
g	12790	4.1%
l	12790	4.1%
Other values (3)	15621	5.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	308894	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
r	59635	19.3%
i	45211	14.6%
e	45211	14.6%
d	37628	12.2%
m	27214	8.8%
a	27214	8.8%
s	12790	4.1%
n	12790	4.1%
g	12790	4.1%
l	12790	4.1%
Other values (3)	15621	5.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	308894	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
r	59635	19.3%
i	45211	14.6%
e	45211	14.6%
d	37628	12.2%
m	27214	8.8%
a	27214	8.8%
s	12790	4.1%
n	12790	4.1%
g	12790	4.1%
l	12790	4.1%
Other values (3)	15621	5.1%

education
Text

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	353.3 KiB

Length

Max length	9
Median length	9
Mean length	8.3205857
Min length	7

Characters and Unicode

Total characters	376182
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	tertiary
2nd row	secondary
3rd row	secondary
4th row	unknown
5th row	unknown

Value	Count	Frequency (%)
secondary	23202	51.3%
tertiary	13301	29.4%
primary	6851	15.2%
unknown	1857	4.1%

Most occurring characters

Value	Count	Frequency (%)
r	63506	16.9%
a	43354	11.5%
y	43354	11.5%
e	36503	9.7%
n	28773	7.6%
t	26602	7.1%
o	25059	6.7%
s	23202	6.2%
c	23202	6.2%
d	23202	6.2%
Other values (6)	39425	10.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	376182	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
r	63506	16.9%
a	43354	11.5%
y	43354	11.5%
e	36503	9.7%
n	28773	7.6%
t	26602	7.1%
o	25059	6.7%
s	23202	6.2%
c	23202	6.2%
d	23202	6.2%
Other values (6)	39425	10.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	376182	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
r	63506	16.9%
a	43354	11.5%
y	43354	11.5%
e	36503	9.7%
n	28773	7.6%
t	26602	7.1%
o	25059	6.7%
s	23202	6.2%
c	23202	6.2%
d	23202	6.2%
Other values (6)	39425	10.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	376182	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
r	63506	16.9%
a	43354	11.5%
y	43354	11.5%
e	36503	9.7%
n	28773	7.6%
t	26602	7.1%
o	25059	6.7%
s	23202	6.2%
c	23202	6.2%
d	23202	6.2%
Other values (6)	39425	10.5%

default
Text

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	353.3 KiB

Length

Max length	3
Median length	2
Mean length	2.0180266
Min length	2

Characters and Unicode

Total characters	91237
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	no
2nd row	no
3rd row	no
4th row	no
5th row	no

Value	Count	Frequency (%)
no	44396	98.2%
yes	815	1.8%

Most occurring characters

Value	Count	Frequency (%)
n	44396	48.7%
o	44396	48.7%
y	815	0.9%
e	815	0.9%
s	815	0.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	91237	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	44396	48.7%
o	44396	48.7%
y	815	0.9%
e	815	0.9%
s	815	0.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	91237	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	44396	48.7%
o	44396	48.7%
y	815	0.9%
e	815	0.9%
s	815	0.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	91237	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	44396	48.7%
o	44396	48.7%
y	815	0.9%
e	815	0.9%
s	815	0.9%

balance
Real number (ℝ)

Zeros

Distinct	7168
Distinct (%)	15.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1362.2721

Minimum	-8019
Maximum	102127
Zeros	3514
Zeros (%)	7.8%
Negative	3766
Negative (%)	8.3%
Memory size	353.3 KiB

Quantile statistics

Minimum	-8019
5-th percentile	-172
Q1	72
median	448
Q3	1428
95-th percentile	5768
Maximum	102127
Range	110146
Interquartile range (IQR)	1356

Descriptive statistics

Standard deviation	3044.7658
Coefficient of variation (CV)	2.2350644
Kurtosis	140.75155
Mean	1362.2721
Median Absolute Deviation (MAD)	448
Skewness	8.3603083
Sum	61589682
Variance	9270599
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3514	7.8%
1	195	0.4%
2	156	0.3%
4	139	0.3%
3	134	0.3%
5	113	0.2%
6	88	0.2%
8	81	0.2%
23	75	0.2%
7	69	0.2%
Other values (7158)	40647	89.9%

Value	Count	Frequency (%)
-8019	1	< 0.1%
-6847	1	< 0.1%
-4057	1	< 0.1%
-3372	1	< 0.1%
-3313	1	< 0.1%
-3058	1	< 0.1%
-2827	1	< 0.1%
-2712	1	< 0.1%
-2604	1	< 0.1%
-2282	1	< 0.1%

Value	Count	Frequency (%)
102127	1	< 0.1%
98417	1	< 0.1%
81204	2	< 0.1%
71188	1	< 0.1%
66721	1	< 0.1%
66653	1	< 0.1%
64343	1	< 0.1%
59649	1	< 0.1%
58932	1	< 0.1%
58544	1	< 0.1%

housing
Text

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	353.3 KiB

Length

Max length	3
Median length	3
Mean length	2.5558382
Min length	2

Characters and Unicode

Total characters	115552
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	yes
2nd row	yes
3rd row	yes
4th row	yes
5th row	no

Value	Count	Frequency (%)
yes	25130	55.6%
no	20081	44.4%

Most occurring characters

Value	Count	Frequency (%)
y	25130	21.7%
e	25130	21.7%
s	25130	21.7%
n	20081	17.4%
o	20081	17.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	115552	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
y	25130	21.7%
e	25130	21.7%
s	25130	21.7%
n	20081	17.4%
o	20081	17.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	115552	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
y	25130	21.7%
e	25130	21.7%
s	25130	21.7%
n	20081	17.4%
o	20081	17.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	115552	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
y	25130	21.7%
e	25130	21.7%
s	25130	21.7%
n	20081	17.4%
o	20081	17.4%

loan
Text

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	353.3 KiB

Length

Max length	3
Median length	2
Mean length	2.1602265
Min length	2

Characters and Unicode

Total characters	97666
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	no
2nd row	no
3rd row	yes
4th row	no
5th row	no

Value	Count	Frequency (%)
no	37967	84.0%
yes	7244	16.0%

Most occurring characters

Value	Count	Frequency (%)
n	37967	38.9%
o	37967	38.9%
y	7244	7.4%
e	7244	7.4%
s	7244	7.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	97666	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	37967	38.9%
o	37967	38.9%
y	7244	7.4%
e	7244	7.4%
s	7244	7.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	97666	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	37967	38.9%
o	37967	38.9%
y	7244	7.4%
e	7244	7.4%
s	7244	7.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	97666	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	37967	38.9%
o	37967	38.9%
y	7244	7.4%
e	7244	7.4%
s	7244	7.4%

contact
Text

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	353.3 KiB

Length

Max length	9
Median length	8
Mean length	7.7762934
Min length	7

Characters and Unicode

Total characters	351574
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	unknown
2nd row	unknown
3rd row	unknown
4th row	unknown
5th row	unknown

Value	Count	Frequency (%)
cellular	29285	64.8%
unknown	13020	28.8%
telephone	2906	6.4%

Most occurring characters

Value	Count	Frequency (%)
l	90761	25.8%
u	42305	12.0%
n	41966	11.9%
e	38003	10.8%
c	29285	8.3%
a	29285	8.3%
r	29285	8.3%
o	15926	4.5%
k	13020	3.7%
w	13020	3.7%
Other values (3)	8718	2.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	351574	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
l	90761	25.8%
u	42305	12.0%
n	41966	11.9%
e	38003	10.8%
c	29285	8.3%
a	29285	8.3%
r	29285	8.3%
o	15926	4.5%
k	13020	3.7%
w	13020	3.7%
Other values (3)	8718	2.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	351574	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
l	90761	25.8%
u	42305	12.0%
n	41966	11.9%
e	38003	10.8%
c	29285	8.3%
a	29285	8.3%
r	29285	8.3%
o	15926	4.5%
k	13020	3.7%
w	13020	3.7%
Other values (3)	8718	2.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	351574	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
l	90761	25.8%
u	42305	12.0%
n	41966	11.9%
e	38003	10.8%
c	29285	8.3%
a	29285	8.3%
r	29285	8.3%
o	15926	4.5%
k	13020	3.7%
w	13020	3.7%
Other values (3)	8718	2.5%

day
Real number (ℝ)

Distinct	31
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.806419

Minimum	1
Maximum	31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	353.3 KiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	8
median	16
Q3	21
95-th percentile	29
Maximum	31
Range	30
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	8.3224762
Coefficient of variation (CV)	0.52652509
Kurtosis	-1.0598974
Mean	15.806419
Median Absolute Deviation (MAD)	7
Skewness	0.093079014
Sum	714624
Variance	69.263609
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
20	2752	6.1%
18	2308	5.1%
21	2026	4.5%
17	1939	4.3%
6	1932	4.3%
5	1910	4.2%
14	1848	4.1%
8	1842	4.1%
28	1830	4.0%
7	1817	4.0%
Other values (21)	25007	55.3%

Value	Count	Frequency (%)
1	322	0.7%
2	1293	2.9%
3	1079	2.4%
4	1445	3.2%
5	1910	4.2%
6	1932	4.3%
7	1817	4.0%
8	1842	4.1%
9	1561	3.5%
10	524	1.2%

Value	Count	Frequency (%)
31	643	1.4%
30	1566	3.5%
29	1745	3.9%
28	1830	4.0%
27	1121	2.5%
26	1035	2.3%
25	840	1.9%
24	447	1.0%
23	939	2.1%
22	905	2.0%

month
Text

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	353.3 KiB

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	135633
Distinct characters	19
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	may
2nd row	may
3rd row	may
4th row	may
5th row	may

Value	Count	Frequency (%)
may	13766	30.4%
jul	6895	15.3%
aug	6247	13.8%
jun	5341	11.8%
nov	3970	8.8%
apr	2932	6.5%
feb	2649	5.9%
jan	1403	3.1%
oct	738	1.6%
sep	579	1.3%
Other values (2)	691	1.5%

Most occurring characters

Value	Count	Frequency (%)
a	24825	18.3%
u	18483	13.6%
m	14243	10.5%
y	13766	10.1%
j	13639	10.1%
n	10714	7.9%
l	6895	5.1%
g	6247	4.6%
o	4708	3.5%
v	3970	2.9%
Other values (9)	18143	13.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	135633	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	24825	18.3%
u	18483	13.6%
m	14243	10.5%
y	13766	10.1%
j	13639	10.1%
n	10714	7.9%
l	6895	5.1%
g	6247	4.6%
o	4708	3.5%
v	3970	2.9%
Other values (9)	18143	13.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	135633	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	24825	18.3%
u	18483	13.6%
m	14243	10.5%
y	13766	10.1%
j	13639	10.1%
n	10714	7.9%
l	6895	5.1%
g	6247	4.6%
o	4708	3.5%
v	3970	2.9%
Other values (9)	18143	13.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	135633	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	24825	18.3%
u	18483	13.6%
m	14243	10.5%
y	13766	10.1%
j	13639	10.1%
n	10714	7.9%
l	6895	5.1%
g	6247	4.6%
o	4708	3.5%
v	3970	2.9%
Other values (9)	18143	13.4%

duration
Real number (ℝ)

Distinct	1573
Distinct (%)	3.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	258.16308

Minimum	0
Maximum	4918
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	353.3 KiB

Quantile statistics

Minimum	0
5-th percentile	35
Q1	103
median	180
Q3	319
95-th percentile	751
Maximum	4918
Range	4918
Interquartile range (IQR)	216

Descriptive statistics

Standard deviation	257.52781
Coefficient of variation (CV)	0.99753928
Kurtosis	18.153915
Mean	258.16308
Median Absolute Deviation (MAD)	93
Skewness	3.1443181
Sum	11671811
Variance	66320.574
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
124	188	0.4%
90	184	0.4%
89	177	0.4%
104	175	0.4%
122	175	0.4%
114	175	0.4%
136	174	0.4%
139	174	0.4%
112	174	0.4%
121	173	0.4%
Other values (1563)	43442	96.1%

Value	Count	Frequency (%)
0	3	< 0.1%
1	2	< 0.1%
2	3	< 0.1%
3	4	< 0.1%
4	15	< 0.1%
5	35	0.1%
6	45	0.1%
7	73	0.2%
8	85	0.2%
9	77	0.2%

Value	Count	Frequency (%)
4918	1	< 0.1%
3881	1	< 0.1%
3785	1	< 0.1%
3422	1	< 0.1%
3366	1	< 0.1%
3322	1	< 0.1%
3284	1	< 0.1%
3253	1	< 0.1%
3183	1	< 0.1%
3102	1	< 0.1%

campaign
Real number (ℝ)

Distinct	48
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.7638407

Minimum	1
Maximum	63
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	353.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	8
Maximum	63
Range	62
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	3.0980209
Coefficient of variation (CV)	1.1209115
Kurtosis	39.249651
Mean	2.7638407
Median Absolute Deviation (MAD)	1
Skewness	4.8986502
Sum	124956
Variance	9.5977334
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
1	17544	38.8%
2	12505	27.7%
3	5521	12.2%
4	3522	7.8%
5	1764	3.9%
6	1291	2.9%
7	735	1.6%
8	540	1.2%
9	327	0.7%
10	266	0.6%
Other values (38)	1196	2.6%

Value	Count	Frequency (%)
1	17544	38.8%
2	12505	27.7%
3	5521	12.2%
4	3522	7.8%
5	1764	3.9%
6	1291	2.9%
7	735	1.6%
8	540	1.2%
9	327	0.7%
10	266	0.6%

Value	Count	Frequency (%)
63	1	< 0.1%
58	1	< 0.1%
55	1	< 0.1%
51	1	< 0.1%
50	2	< 0.1%
46	1	< 0.1%
44	1	< 0.1%
43	3	< 0.1%
41	2	< 0.1%
39	1	< 0.1%

pdays
Real number (ℝ)

High correlation

Distinct	559
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.197828

Minimum	-1
Maximum	871
Zeros	0
Zeros (%)	0.0%
Negative	36954
Negative (%)	81.7%
Memory size	353.3 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	-1
95-th percentile	317
Maximum	871
Range	872
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	100.12875
Coefficient of variation (CV)	2.4908994
Kurtosis	6.9351952
Mean	40.197828
Median Absolute Deviation (MAD)	0
Skewness	2.6157155
Sum	1817384
Variance	10025.766
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	36954	81.7%
182	167	0.4%
92	147	0.3%
91	126	0.3%
183	126	0.3%
181	117	0.3%
370	99	0.2%
184	85	0.2%
364	77	0.2%
95	74	0.2%
Other values (549)	7239	16.0%

Value	Count	Frequency (%)
-1	36954	81.7%
1	15	< 0.1%
2	37	0.1%
3	1	< 0.1%
4	2	< 0.1%
5	11	< 0.1%
6	10	< 0.1%
7	7	< 0.1%
8	25	0.1%
9	12	< 0.1%

Value	Count	Frequency (%)
871	1	< 0.1%
854	1	< 0.1%
850	1	< 0.1%
842	1	< 0.1%
838	1	< 0.1%
831	1	< 0.1%
828	1	< 0.1%
826	1	< 0.1%
808	1	< 0.1%
805	1	< 0.1%

previous
Real number (ℝ)

High correlation Skewed Zeros

Distinct	41
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.58032337

Minimum	0
Maximum	275
Zeros	36954
Zeros (%)	81.7%
Negative	0
Negative (%)	0.0%
Memory size	353.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	275
Range	275
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.303441
Coefficient of variation (CV)	3.9692371
Kurtosis	4506.8607
Mean	0.58032337
Median Absolute Deviation (MAD)	0
Skewness	41.846454
Sum	26237
Variance	5.3058406
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0	36954	81.7%
1	2772	6.1%
2	2106	4.7%
3	1142	2.5%
4	714	1.6%
5	459	1.0%
6	277	0.6%
7	205	0.5%
8	129	0.3%
9	92	0.2%
Other values (31)	361	0.8%

Value	Count	Frequency (%)
0	36954	81.7%
1	2772	6.1%
2	2106	4.7%
3	1142	2.5%
4	714	1.6%
5	459	1.0%
6	277	0.6%
7	205	0.5%
8	129	0.3%
9	92	0.2%

Value	Count	Frequency (%)
275	1	< 0.1%
58	1	< 0.1%
55	1	< 0.1%
51	1	< 0.1%
41	1	< 0.1%
40	1	< 0.1%
38	2	< 0.1%
37	2	< 0.1%
35	1	< 0.1%
32	1	< 0.1%

poutcome
Text

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	353.3 KiB

Length

Max length	7
Median length	7
Mean length	6.9186039
Min length	5

Characters and Unicode

Total characters	312797
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	unknown
2nd row	unknown
3rd row	unknown
4th row	unknown
5th row	unknown

Value	Count	Frequency (%)
unknown	36959	81.7%
failure	4901	10.8%
other	1840	4.1%
success	1511	3.3%

Most occurring characters

Value	Count	Frequency (%)
n	110877	35.4%
u	43371	13.9%
o	38799	12.4%
k	36959	11.8%
w	36959	11.8%
e	8252	2.6%
r	6741	2.2%
f	4901	1.6%
a	4901	1.6%
i	4901	1.6%
Other values (5)	16136	5.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	312797	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	110877	35.4%
u	43371	13.9%
o	38799	12.4%
k	36959	11.8%
w	36959	11.8%
e	8252	2.6%
r	6741	2.2%
f	4901	1.6%
a	4901	1.6%
i	4901	1.6%
Other values (5)	16136	5.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	312797	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	110877	35.4%
u	43371	13.9%
o	38799	12.4%
k	36959	11.8%
w	36959	11.8%
e	8252	2.6%
r	6741	2.2%
f	4901	1.6%
a	4901	1.6%
i	4901	1.6%
Other values (5)	16136	5.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	312797	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	110877	35.4%
u	43371	13.9%
o	38799	12.4%
k	36959	11.8%
w	36959	11.8%
e	8252	2.6%
r	6741	2.2%
f	4901	1.6%
a	4901	1.6%
i	4901	1.6%
Other values (5)	16136	5.2%

y
Text

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	353.3 KiB

Length

Max length	3
Median length	2
Mean length	2.1169848
Min length	2

Characters and Unicode

Total characters	95711
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	no
2nd row	no
3rd row	no
4th row	no
5th row	no

Value	Count	Frequency (%)
no	39922	88.3%
yes	5289	11.7%

Most occurring characters

Value	Count	Frequency (%)
n	39922	41.7%
o	39922	41.7%
y	5289	5.5%
e	5289	5.5%
s	5289	5.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	95711	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	39922	41.7%
o	39922	41.7%
y	5289	5.5%
e	5289	5.5%
s	5289	5.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	95711	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	39922	41.7%
o	39922	41.7%
y	5289	5.5%
e	5289	5.5%
s	5289	5.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	95711	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	39922	41.7%
o	39922	41.7%
y	5289	5.5%
e	5289	5.5%
s	5289	5.5%

	Unnamed: 0	age	balance	campaign	day	duration	pdays	previous
Unnamed: 0	1.000	-0.034	0.132	-0.112	-0.064	0.029	0.494	0.496
age	-0.034	1.000	0.096	0.037	-0.009	-0.033	-0.017	-0.012
balance	0.132	0.096	1.000	-0.031	0.001	0.043	0.070	0.080
campaign	-0.112	0.037	-0.031	1.000	0.140	-0.108	-0.112	-0.108
day	-0.064	-0.009	0.001	0.140	1.000	-0.058	-0.092	-0.088
duration	0.029	-0.033	0.043	-0.108	-0.058	1.000	0.029	0.031
pdays	0.494	-0.017	0.070	-0.112	-0.092	0.029	1.000	0.986
previous	0.496	-0.012	0.080	-0.108	-0.088	0.031	0.986	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Unnamed: 0	age	job	marital	education	default	balance	housing	loan	contact	day	month	duration	campaign	pdays	poutcome	y
0	0	58	management	married	tertiary	no	2143	yes	no	unknown	5	may	261	1	-1	unknown	no
1	1	44	technician	single	secondary	no	29	yes	no	unknown	5	may	151	1	-1	unknown	no
2	2	33	entrepreneur	married	secondary	no	2	yes	yes	unknown	5	may	76	1	-1	unknown	no
3	3	47	blue-collar	married	unknown	no	1506	yes	no	unknown	5	may	92	1	-1	unknown	no
4	4	33	unknown	single	unknown	no	1	no	no	unknown	5	may	198	1	-1	unknown	no
5	5	35	management	married	tertiary	no	231	yes	no	unknown	5	may	139	1	-1	unknown	no
6	6	28	management	single	tertiary	no	447	yes	yes	unknown	5	may	217	1	-1	unknown	no
7	7	42	entrepreneur	divorced	tertiary	yes	2	yes	no	unknown	5	may	380	1	-1	unknown	no
8	8	58	retired	married	primary	no	121	yes	no	unknown	5	may	50	1	-1	unknown	no
9	9	43	technician	single	secondary	no	593	yes	no	unknown	5	may	55	1	-1	unknown	no

	Unnamed: 0	age	job	marital	education	default	balance	housing	loan	contact	day	month	duration	campaign	pdays	previous	poutcome	y
45201	45201	53	management	married	tertiary	no	583	no	no	cellular	17	nov	226	1	184	4	success	yes
45202	45202	34	admin.	single	secondary	no	557	no	no	cellular	17	nov	224	1	-1	0	unknown	yes
45203	45203	23	student	single	tertiary	no	113	no	no	cellular	17	nov	266	1	-1	0	unknown	yes
45204	45204	73	retired	married	secondary	no	2850	no	no	cellular	17	nov	300	1	40	8	failure	yes
45205	45205	25	technician	single	secondary	no	505	no	yes	cellular	17	nov	386	2	-1	0	unknown	yes
45206	45206	51	technician	married	tertiary	no	825	no	no	cellular	17	nov	977	3	-1	0	unknown	yes
45207	45207	71	retired	divorced	primary	no	1729	no	no	cellular	17	nov	456	2	-1	0	unknown	yes
45208	45208	72	retired	married	secondary	no	5715	no	no	cellular	17	nov	1127	5	184	3	success	yes
45209	45209	57	blue-collar	married	secondary	no	668	no	no	telephone	17	nov	508	4	-1	0	unknown	no
45210	45210	37	entrepreneur	married	secondary	no	2971	no	no	cellular	17	nov	361	2	188	11	other	no

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks